Show code
library(GeoPressureR)
library(leaflet)
library(leaflet.extras)
library(raster)
library(dplyr)
library(ggplot2)
library(kableExtra)
library(plotly)
library(GeoLocTools)
setupGeolocation()
knitr::opts_chunk$set(echo = FALSE)
load(paste0("../data/1_pressure/", params$gdl_id, "_pressure_prob.Rdata"))
load(paste0("../data/2_light/", params$gdl_id, "_light_prob.Rdata"))
load(paste0("../data/3_static/", params$gdl_id, "_static_prob.Rdata"))
load(paste0("../data/4_basic_graph/", params$gdl_id, "_basic_graph.Rdata"))
load(paste0("../data/5_wind_graph/", params$gdl_id, "_wind_graph.Rdata"))
col <- rep(RColorBrewer::brewer.pal(8, "Dark2"), times = ceiling(max(pam$sta$sta_id) / 8))Settings used
All the results produced here are generated with (1) the raw geolocator data, (2) the labeled files of pressure and light and (3) the parameters listed below.
Show code
kable(gpr) %>% scroll_box(width = "100%")| gdl_id | keep | crop_start | crop_end | thr_dur | extent_N | extent_W | extent_S | extent_E | map_scale | map_max_sample | map_margin | prob_map_s | prob_map_s_calib | prob_map_thr | shift_k | kernel_adjust | calib_lon | calib_lat | calib_1_start | calib_1_end | calib_2_start | calib_2_end | calib_2_lon | calib_2_lat | prob_light_w | thr_prob_percentile | thr_gs | thr_as | RingNo | scientific_name | common_name | mass | wing_span | Color | sta_id_winter |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24TJ | 9 | 2020-07-31 | 2021-06-05 | 0 | 51 | -18 | 5 | 16 | 4 | 300 | 30 | 1 | 1.3 | 0.9 | 0 | 1.4 | 6.956946 | 44.97471 | 2020-07-31 | 2020-09-13 | 2018-05-04 | 2018-11-08 05:50:00 | NA | NA | 0.09 | 0.95 | 120 | 100 | NA | Oenanthe oenanthe | Northern wheatear | NA | NA | #FFA15A | 18 |
Pressure timeserie
The labeling of pressure data is illustrated with this figure. The black dots indicates the pressure datapoint not considered in the matching. Each stationary period is illustrated by a different colored line.
Show code
pressure_na <- pam$pressure %>%
mutate(obs = ifelse(isoutlier | sta_id == 0, NA, obs))
p <- ggplot() +
geom_line(data = pam$pressure, aes(x = date, y = obs), colour = "grey") +
# geom_point(data = subset(pam$pressure, isoutlier), aes(x = date, y = obs), colour = "black") +
# geom_line(data = pressure_na, aes(x = date, y = obs, color = factor(sta_id)), size = 0.5) +
geom_line(data = do.call("rbind", shortest_path_timeserie) %>% filter(sta_id > 0), aes(x = date, y = pressure0, col = factor(sta_id))) +
theme_bw() +
scale_colour_manual(values = col) +
scale_y_continuous(name = "Pressure(hPa)")
ggplotly(p, dynamicTicks = T) %>% layout(showlegend = F)Pressure calibration
Show code
pressure_ts_bind <- do.call("rbind", shortest_path_timeserie) %>%
filter(!is.na(sta_id))
pam$pressure %>%
left_join(pressure_ts_bind %>% dplyr::select(c("date", "pressure0")), by = "date") %>%
mutate(diff = ifelse(is.na(pressure0), 0, obs - pressure0)) %>%
filter(sta_id > 0 & !isoutlier) %>%
group_by(sta_id) %>%
mutate(sta_id = paste0(sta_id, " (SD=", round(sd(diff), 2), " ; N=", n(), ")")) %>%
ggplot(aes(x = diff)) +
geom_histogram(aes(y = (..count..) / tapply(..count.., ..PANEL.., sum)[..PANEL..]), binwidth = .2) +
facet_wrap(~sta_id) +
scale_x_continuous(name = "Pressure Geolocator - best match ERA5 (hPa)") +
scale_y_continuous(name = "Normalized histogram")
Light
Show code
raw_geolight <- pam$light %>%
transmute(
Date = date,
Light = obs
)
lightImage(tagdata = raw_geolight, offset = 0)
tsimagePoints(twl$twilight,
offset = 0, pch = 16, cex = 1.2,
col = ifelse(twl$deleted, "grey20", ifelse(twl$rise, "firebrick", "cornflowerblue"))
)
abline(v = gpr$calib_2_start, lty = 1, col = "firebrick", lwd = 1.5)
abline(v = gpr$calib_1_start, lty = 1, col = "firebrick", lwd = 1.5)
abline(v = gpr$calib_2_end, lty = 2, col = "firebrick", lwd = 1.5)
abline(v = gpr$calib_1_end, lty = 2, col = "firebrick", lwd = 1.5)
The probability map resulting from light data alone can be seen below.
Show code
li_s <- list()
l <- leaflet(width = "100%") %>%
addProviderTiles(providers$Stamen.TerrainBackground) %>%
addFullscreenControl()
for (i_r in seq_len(length(light_prob))) {
i_s <- metadata(light_prob[[i_r]])$sta_id
info <- pam$sta[pam$sta$sta_id == i_s, ]
info_str <- paste0(i_s, " | ", info$start, "->", info$end)
li_s <- append(li_s, info_str)
l <- l %>% addRasterImage(light_prob[[i_r]], opacity = 0.8, colors = "OrRd", group = info_str)
}
l %>%
addCircles(lng = gpr$calib_lon, lat = gpr$calib_lat, color = "black", opacity = 1) %>%
addLayersControl(
overlayGroups = li_s,
options = layersControlOptions(collapsed = FALSE)
) %>%
hideGroup(tail(li_s, length(li_s) - 1))Light vs Pressure
We can compare light and pressure location at long stationary stopover (>5 days). By assuming the best match of the pressure to be the truth, we can plot the histogram of the zenith angle and compare to the fit of kernel density at the calibration site.
Show code
raw_geolight <- pam$light %>%
transmute(
Date = date,
Light = obs
)
dur <- unlist(lapply(pressure_prob, function(x) difftime(metadata(x)$temporal_extent[2],metadata(x)$temporal_extent[1], units = "days" )))
long_id <- which(dur>5)
par(mfrow = c(2, 3))
for (i_s in long_id){
twl_fl <- twl %>%
filter(!deleted) %>%
filter(twilight>shortest_path_timeserie[[i_s]]$date[1] & twilight<tail(shortest_path_timeserie[[i_s]]$date,1))
sun <- solar(twl_fl$twilight)
z_i <- refracted(zenith(sun, shortest_path_timeserie[[i_s]]$lon[1], shortest_path_timeserie[[i_s]]$lat[1]))
hist(z_i, freq = F, main = paste0("sta_id=",i_s, " | ",nrow(twl_fl),"twls"))
lines(fit_z, col = "red")
xlab("Zenith angle")
}
Similarly, we can plot the line of sunrise/sunset at the best match of pressure (yellow line) and compare to the raw and labeled light data.
Show code
lightImage(
tagdata = raw_geolight,
offset = gpr$shift_k / 60 / 60
)
tsimagePoints(twl$twilight,
offset = gpr$shift_k / 60 / 60, pch = 16, cex = 1.2,
col = ifelse(twl$deleted, "grey20", ifelse(twl$rise, "firebrick", "cornflowerblue"))
)
for (ts in shortest_path_timeserie){
twl_fl <- twl %>%
filter(twilight>ts$date[1] & twilight<tail(ts$date,1))
if (nrow(twl_fl)>0){
tsimageDeploymentLines(twl_fl$twilight,
lon = ts$lon[1], ts$lat[1],
offset = gpr$shift_k / 60 / 60, lwd = 3,col = adjustcolor("orange", alpha.f = 0.5))
}
}
Stationay period information
Show code
| …1 | sta_id_s | sta_id_t | flight_duration | as_m | as_s | gs_m | gs_s | ws_m | ws_s | dist_m | dist_s | ws_m_support | ws_m_drift | start_flight | end_flight | sunrise | sunset | as_sp | gs_sp | ws_sp | dist_sp | ws_sp_support | ws_sp_drift | alt_min | alt_max | alt_mean | alt_med | alt_sumdabsdiff | alt_sumposdiff | gdl_id |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | 2 | 9.5 | 68.50567 | 11.211278 | 73.93113 | 14.049061 | 18.509933 | 1.2633765 | 702.34575 | 133.46608 | 7.5435278 | 16.903042 | 2020-09-12 18:30:00 | 2020-09-13 04:00:00 | 2020-09-13 04:39:23 | 2020-09-12 18:17:54 | 63.21093 | 68.48592 | 17.948636 | 650.61624 | 7.4238156 | 16.3413738 | 227.20172 | 3866.1026 | 2234.6224 | 2356.26416 | 9114.36077 | 3480.13716 | 24TJ |
| 2 | 2 | 3 | 5.0 | 57.68151 | 19.148988 | 75.66200 | 25.396751 | 25.666828 | 2.5722242 | 378.31001 | 126.98376 | 20.1975065 | 15.838143 | 2020-09-13 06:30:00 | 2020-09-13 11:30:00 | 2020-09-13 04:50:28 | 2020-09-12 18:06:06 | 42.19224 | 68.16630 | 26.187739 | 340.83148 | 26.0558150 | 2.6253011 | 228.17747 | 4599.9193 | 2869.3269 | 3322.20989 | 7903.80344 | 4424.71525 | 24TJ |
| 3 | 3 | 4 | 1.0 | 33.40418 | 14.874228 | 37.09561 | 19.140369 | 16.910300 | 3.6549536 | 37.09561 | 19.14037 | 7.3620955 | 15.223593 | 2020-09-13 19:30:00 | 2020-09-13 20:30:00 | 2020-09-14 04:52:29 | 2020-09-13 18:11:26 | 18.10509 | 35.65502 | 18.108156 | 35.65502 | 17.8290698 | 3.1669532 | 597.57594 | 2461.1583 | 1445.2856 | 1277.12250 | 3047.61815 | 1184.03580 | 24TJ |
| 4 | 4 | 5 | 3.0 | 36.81661 | 15.701165 | 41.63105 | 15.972214 | 9.310230 | 4.8773730 | 124.89315 | 47.91664 | 5.5771155 | 7.454942 | 2020-09-14 00:30:00 | 2020-09-14 03:30:00 | 2020-09-14 04:56:12 | 2020-09-13 18:12:14 | 34.58517 | 43.33119 | 8.793373 | 129.99356 | 8.7556027 | 0.8141450 | 597.17159 | 2083.3190 | 1026.6797 | 862.49996 | 3261.03326 | 1339.07772 | 24TJ |
| 5 | 5 | 6 | 2.0 | 29.11889 | 14.414529 | 29.84360 | 15.693012 | 9.339993 | 3.9815135 | 59.68719 | 31.38602 | 2.1774534 | 9.082630 | 2020-09-15 02:30:00 | 2020-09-15 04:30:00 | 2020-09-15 04:56:18 | 2020-09-14 18:13:01 | 29.95124 | 29.98471 | 10.091218 | 59.96942 | 1.7315328 | 9.9415526 | 463.03476 | 723.6829 | 583.5318 | 605.20648 | 593.24386 | 303.79527 | 24TJ |
| 6 | 6 | 7 | 1.0 | 30.46213 | 15.364966 | 33.76822 | 22.438686 | 22.567675 | 8.0399129 | 33.76822 | 22.43869 | 10.6853672 | 19.877698 | 2020-09-17 00:00:00 | 2020-09-17 01:00:00 | 2020-09-17 04:55:47 | 2020-09-16 18:08:46 | 29.30047 | 45.71334 | 28.132437 | 45.71334 | 22.1229271 | 17.3784377 | 486.59910 | 1812.9337 | 1039.0159 | 817.51491 | 2321.75347 | 995.41883 | 24TJ |
| 7 | 7 | 8 | 1.0 | 31.33671 | 15.988738 | 30.84338 | 17.490623 | 7.862232 | 2.6454821 | 30.84338 | 17.49062 | 0.5048025 | 7.846010 | 2020-09-17 21:30:00 | 2020-09-17 22:30:00 | 2020-09-18 04:55:32 | 2020-09-17 18:05:18 | 25.49302 | 22.85669 | 7.107850 | 22.85669 | -1.6831903 | 6.9056793 | 335.41378 | 1097.8759 | 604.5803 | 380.45140 | 1479.88653 | 762.46207 | 24TJ |
| 8 | 8 | 9 | 1.0 | 34.35087 | 14.058293 | 34.08976 | 15.474316 | 10.341322 | 2.9034627 | 34.08976 | 15.47432 | 1.3064345 | 10.258468 | 2020-09-18 02:30:00 | 2020-09-18 03:30:00 | 2020-09-18 04:54:32 | 2020-09-17 18:04:18 | 27.35029 | 22.85669 | 4.507391 | 22.85669 | -4.4908850 | 0.3853883 | 672.19037 | 721.2514 | 697.7677 | 699.86135 | 76.73199 | 27.67098 | 24TJ |
| 9 | 9 | 10 | 1.0 | 33.83628 | 16.524877 | 34.42340 | 17.699623 | 11.683718 | 3.7257758 | 34.42340 | 17.69962 | 2.5649186 | 11.398704 | 2020-09-20 04:30:00 | 2020-09-20 05:30:00 | 2020-09-20 04:57:01 | 2020-09-19 18:00:24 | 22.95550 | 22.85669 | 6.808878 | 22.85669 | 0.9151403 | 6.7470983 | 837.47254 | 1251.9422 | 985.6784 | 867.62048 | 798.79141 | 414.46968 | 24TJ |
| 10 | 10 | 11 | 1.0 | 30.62686 | 14.688338 | 30.94920 | 16.444604 | 7.335417 | 1.9999400 | 30.94920 | 16.44460 | 1.1899626 | 7.238255 | 2020-09-20 23:30:00 | 2020-09-21 00:30:00 | 2020-09-21 04:59:46 | 2020-09-20 17:59:57 | 34.14370 | 45.71334 | 12.194680 | 45.71334 | 11.7321072 | 3.3268427 | 460.92409 | 699.3934 | 570.7958 | 552.06996 | 238.46931 | 0.00000 | 24TJ |
| 11 | 11 | 12 | 12.0 | 46.51071 | 16.531520 | 63.83885 | 20.270859 | 23.584902 | 5.0601650 | 766.06617 | 243.25031 | 19.3330533 | 13.508540 | 2020-10-06 17:30:00 | 2020-10-07 05:30:00 | 2020-10-07 05:18:20 | 2020-10-06 17:39:23 | 37.09288 | 57.63745 | 24.865781 | 691.64940 | 22.2468315 | 11.1079050 | 321.00253 | 1690.9010 | 767.9048 | 580.57490 | 4047.97619 | 2000.17516 | 24TJ |
| 12 | 12 | 13 | 11.5 | 46.44488 | 19.191719 | 54.47701 | 21.815554 | 21.680683 | 3.1600494 | 626.48557 | 250.87887 | 11.7542161 | 18.217859 | 2020-10-07 17:30:00 | 2020-10-08 05:00:00 | 2020-10-08 05:21:42 | 2020-10-07 17:47:37 | 33.25189 | 39.49577 | 22.174000 | 454.20134 | 11.9748713 | 18.6624955 | 371.46414 | 3112.5577 | 1698.0337 | 1366.81636 | 7984.88730 | 4124.63785 | 24TJ |
| 13 | 13 | 14 | 12.0 | 62.92404 | 23.365347 | 57.88466 | 25.466868 | 14.710501 | 3.4562010 | 694.61596 | 305.60242 | -3.3895097 | 14.314680 | 2020-10-08 18:00:00 | 2020-10-09 06:00:00 | 2020-10-09 05:16:58 | 2020-10-08 17:51:45 | 62.54023 | 58.03141 | 12.314763 | 696.37696 | -3.3773313 | 11.8425940 | 342.62310 | 2813.5275 | 1612.4725 | 1557.77997 | 11203.57371 | 5620.31680 | 24TJ |
| 14 | 14 | 15 | 6.5 | 38.15665 | 17.182265 | 35.31358 | 15.906912 | 6.591965 | 3.3669920 | 229.53827 | 103.39493 | -2.3422604 | 6.161803 | 2020-10-09 19:00:00 | 2020-10-10 01:30:00 | 2020-10-10 05:18:31 | 2020-10-09 17:50:02 | 36.04523 | 30.89426 | 5.989978 | 200.81270 | -4.9996835 | 3.2989389 | 374.79849 | 3278.1649 | 1624.1663 | 1245.65922 | 9972.91088 | 5087.52048 | 24TJ |
| 15 | 15 | 16 | 2.5 | 43.93101 | 18.723884 | 54.39589 | 21.812720 | 16.963220 | 10.8980398 | 135.98973 | 54.53180 | 12.1032183 | 11.885408 | 2020-10-10 20:00:00 | 2020-10-10 22:30:00 | 2020-10-11 05:18:11 | 2020-10-10 17:51:59 | 31.24910 | 55.33066 | 26.010869 | 138.32664 | 24.9548868 | 7.3361378 | 362.65844 | 942.1364 | 723.3969 | 833.88302 | 1203.06735 | 537.98905 | 24TJ |
| 16 | 16 | 17 | 1.5 | 71.98613 | 17.240037 | 62.15373 | 18.058870 | 11.845968 | 3.6303824 | 93.23059 | 27.08830 | -9.4812517 | 7.101606 | 2020-10-18 19:00:00 | 2020-10-18 20:30:00 | 2020-10-19 05:17:26 | 2020-10-18 17:47:29 | 50.73377 | 40.24034 | 13.281467 | 60.36052 | -9.6698012 | 9.1045222 | 368.25377 | 1517.9827 | 942.8136 | 942.50892 | 1946.52733 | 796.79842 | 24TJ |
| 17 | 17 | 18 | 1.5 | 73.82196 | 17.411332 | 72.28173 | 17.840899 | 6.316526 | 1.5030659 | 108.42260 | 26.76135 | -1.2806390 | 6.185343 | 2020-10-18 23:30:00 | 2020-10-19 01:00:00 | 2020-10-19 05:13:56 | 2020-10-18 17:45:39 | 76.82179 | 77.15250 | 5.127330 | 115.72875 | 0.5003806 | 5.1028548 | 253.68327 | 2209.6823 | 1467.1975 | 1702.71227 | 2670.89280 | 714.89377 | 24TJ |
| 18 | 18 | 19 | 1.5 | 46.17564 | 18.098262 | 54.26348 | 17.911905 | 9.609141 | 0.4517263 | 81.39522 | 26.86786 | 8.3359118 | 4.779976 | 2021-03-15 00:00:00 | 2021-03-15 01:30:00 | 2021-03-15 05:28:42 | 2021-03-14 18:15:01 | 31.83835 | 41.02852 | 9.232284 | 61.54278 | 9.1996196 | 0.7759281 | 244.51785 | 1053.1775 | 454.5647 | 260.28177 | 1621.29155 | 812.63194 | 24TJ |
| 19 | 19 | 20 | 10.0 | 36.21764 | 12.935731 | 39.59609 | 13.811991 | 6.315683 | 1.1097989 | 395.96090 | 138.11991 | 3.7380034 | 5.090696 | 2021-04-05 19:00:00 | 2021-04-06 05:00:00 | 2021-04-06 05:00:39 | 2021-04-05 18:16:25 | 48.83250 | 54.09018 | 6.447363 | 540.90177 | 5.3863981 | 3.5433324 | 923.90532 | 2692.8838 | 2026.4852 | 2002.65509 | 5313.09332 | 3181.80639 | 24TJ |
| 20 | 20 | 21 | 11.0 | 59.37369 | 17.486610 | 70.17183 | 19.313416 | 14.020768 | 3.3889883 | 771.89008 | 212.44757 | 11.3680346 | 8.206687 | 2021-04-06 18:30:00 | 2021-04-07 05:30:00 | 2021-04-07 04:44:22 | 2021-04-06 18:09:18 | 49.75959 | 65.71729 | 19.768409 | 722.89017 | 16.9935104 | 10.1000288 | 877.01580 | 3611.4430 | 2398.6763 | 2603.12871 | 9509.93624 | 4744.20170 | 24TJ |
| 21 | 21 | 22 | 10.0 | 64.66206 | 11.632102 | 72.42727 | 15.838982 | 33.413167 | 3.0504128 | 724.27272 | 158.38982 | 15.0562547 | 29.828659 | 2021-04-07 18:30:00 | 2021-04-08 04:30:00 | 2021-04-08 04:32:09 | 2021-04-07 18:03:08 | 51.02528 | 65.42088 | 29.796649 | 654.20884 | 19.5973570 | 22.4451302 | 1813.75866 | 4306.0621 | 3312.8311 | 3511.58491 | 6399.06983 | 3397.79896 | 24TJ |
| 22 | 22 | 23 | 3.0 | 38.62514 | 15.205174 | 37.97091 | 17.550106 | 27.657199 | 7.6512635 | 113.91273 | 52.65032 | 9.4125948 | 26.006224 | 2021-04-08 07:00:00 | 2021-04-08 10:00:00 | 2021-04-08 04:37:09 | 2021-04-07 18:02:16 | 30.61794 | 40.15194 | 26.441882 | 120.45581 | 17.1086741 | 20.1610124 | 364.36121 | 2681.5796 | 1797.1970 | 2119.10966 | 4597.29045 | 1987.32893 | 24TJ |
| 23 | 23 | 24 | 10.0 | 52.92498 | 8.896628 | 65.63904 | 7.340879 | 24.380916 | 5.5238506 | 656.39037 | 73.40879 | 16.0107360 | 18.387099 | 2021-04-08 19:00:00 | 2021-04-09 05:00:00 | 2021-04-09 04:52:53 | 2021-04-08 18:07:55 | 48.60258 | 64.71294 | 26.278961 | 647.12939 | 19.4407573 | 17.6816505 | 447.09260 | 2513.9288 | 1445.3139 | 1342.31349 | 4903.47869 | 2036.78706 | 24TJ |
| 24 | 24 | 25 | 2.5 | 33.48073 | 15.719081 | 53.87568 | 17.168186 | 31.651796 | 3.1010335 | 134.68920 | 42.92047 | 25.8322996 | 18.290120 | 2021-04-09 21:00:00 | 2021-04-09 23:30:00 | 2021-04-10 04:52:02 | 2021-04-09 18:33:43 | 31.76260 | 58.42771 | 31.518094 | 146.06928 | 29.0814468 | 12.1515296 | 637.33185 | 2058.2280 | 1297.0106 | 1289.80832 | 3295.66100 | 2033.42771 | 24TJ |
| 25 | 25 | 26 | 1.5 | 29.60140 | 14.036631 | 28.83389 | 18.123066 | 18.574325 | 1.8497360 | 43.25083 | 27.18460 | 5.2049169 | 17.830154 | 2021-04-19 20:30:00 | 2021-04-19 22:00:00 | 2021-04-20 04:39:03 | 2021-04-19 18:45:50 | 31.62275 | 18.49010 | 16.402577 | 27.73514 | -10.5210459 | 12.5838039 | 1462.68739 | 2515.1737 | 1891.1520 | 1793.37340 | 1995.52079 | 1052.48634 | 24TJ |
| 26 | 26 | 27 | 19.5 | 42.57303 | 2.098639 | 47.60055 | 3.574760 | 25.948292 | 2.8505502 | 928.21072 | 69.70781 | 11.8345637 | 23.092358 | 2021-04-26 19:30:00 | 2021-04-27 15:00:00 | 2021-04-27 04:04:02 | 2021-04-26 18:51:31 | 42.72126 | 47.79694 | 24.038324 | 932.04042 | 10.8509359 | 21.4499005 | 82.87552 | 4171.8905 | 1463.4545 | 354.60281 | 9425.18278 | 3937.41825 | 24TJ |
| 27 | 27 | 28 | 1.0 | 41.83520 | 20.793779 | 43.05717 | 22.070364 | 10.492949 | 6.7143107 | 43.05717 | 22.07036 | 2.4831859 | 10.194889 | 2021-04-27 22:30:00 | 2021-04-27 23:30:00 | 2021-04-28 04:04:28 | 2021-04-27 19:03:04 | 30.62566 | 40.68768 | 17.196303 | 40.68768 | 12.4517948 | 11.8602548 | 49.62742 | 600.4806 | 390.2888 | 520.75850 | 550.85313 | 0.00000 | 24TJ |
| 28 | 28 | 29 | 1.5 | 56.48140 | 15.840073 | 59.58734 | 15.601034 | 4.282497 | 1.3862099 | 89.38101 | 23.40155 | 3.1788852 | 2.869577 | 2021-04-29 20:30:00 | 2021-04-29 22:00:00 | 2021-04-30 04:02:00 | 2021-04-29 19:07:35 | 41.80465 | 45.83917 | 4.044716 | 68.75876 | 4.0354252 | 0.2739962 | 236.82695 | 750.8394 | 441.5925 | 389.35189 | 1284.40022 | 514.01243 | 24TJ |
| 29 | 29 | 30 | 1.0 | 34.99566 | 16.540956 | 29.80588 | 16.806436 | 20.336554 | 5.9733312 | 29.80588 | 16.80644 | 1.2962184 | 20.295202 | 2021-05-01 20:00:00 | 2021-05-01 21:00:00 | 2021-05-02 03:58:57 | 2021-05-01 19:13:33 | 24.02671 | 0.00000 | 24.026707 | 0.00000 | NA | NA | -4.65015 | 561.0796 | 210.9081 | 76.29495 | 1050.51430 | 565.72970 | 24TJ |
| 30 | 30 | 31 | 5.5 | 67.99718 | 9.308357 | 73.23292 | 10.541809 | 5.788574 | 1.9948078 | 402.78107 | 57.97995 | 5.2773549 | 2.378470 | 2021-05-03 20:00:00 | 2021-05-04 01:30:00 | 2021-05-04 03:36:47 | 2021-05-03 19:16:08 | 59.08333 | 62.69978 | 5.336288 | 344.84881 | 3.7392399 | 3.8071052 | 1012.13575 | 2374.1139 | 1776.1456 | 1806.17946 | 5153.22260 | 3175.84588 | 24TJ |